15 citations
2 papers
math.ST2013★ 4 cited
Gaussian Mixture Regression model with logistic weights, a penalized maximum likelihood approach
Lucie Montuelle, Erwan Le Pennec, Serge Cohen
We wish to estimate conditional density using Gaussian Mixture Regression model with logistic weights and means depending on the covariate. We aim at selecting the number of compon…
math.ST2011★ 15 cited
Conditional Density Estimation by Penalized Likelihood Model Selection and Applications
Serge Cohen, Erwan Le Pennec
In this technical report, we consider conditional density estimation with a maximum likelihood approach. Under weak assumptions, we obtain a theoretical bound for a Kullback-Leible…